Q-Learning

Paper Group AWR 228

October 20, 2019

Distributed Prioritized Experience Replay. Parallel Architecture and Hyperparameter Search via Successive Halving and Classification. Certified Robustness to Adversarial Examples with Differential Privacy. DATA Agent. Learning Symmetric and Low-energy Locomotion. Full deep neural network training on a pruned weight budget. Implementing Neural Turin …

Paper Group AWR 239

October 20, 2019

Super-resolution of Sentinel-2 images: Learning a globally applicable deep neural network. Photo-Realistic Blocksworld Dataset. Where are the Blobs: Counting by Localization with Point Supervision. Improving Object Counting with Heatmap Regulation. Perceptual deep depth super-resolution. DeepTraffic: Crowdsourced Hyperparameter Tuning of Deep Reinf …

Paper Group AWR 267

October 20, 2019

GILBO: One Metric to Measure Them All. PDDLStream: Integrating Symbolic Planners and Blackbox Samplers via Optimistic Adaptive Planning. Learn To Pay Attention. Egocentric Vision-based Future Vehicle Localization for Intelligent Driving Assistance Systems. Information-Directed Exploration for Deep Reinforcement Learning. Unsupervised Learning with …

Paper Group AWR 279

October 20, 2019

Deep Content-User Embedding Model for Music Recommendation. R-grams: Unsupervised Learning of Semantic Units in Natural Language. Convolutional Deblurring for Natural Imaging. MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network. Variational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Const …

Paper Group AWR 314

October 20, 2019

RenderNet: A deep convolutional network for differentiable rendering from 3D shapes. Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks. Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models. Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Lear …

Paper Group AWR 327

October 20, 2019

Relay: A New IR for Machine Learning Frameworks. Off-line vs. On-line Evaluation of Recommender Systems in Small E-commerce. Cold-start recommendations in Collective Matrix Factorization. CornerNet: Detecting Objects as Paired Keypoints. Compact Policies for Fully-Observable Non-Deterministic Planning as SAT. SpiderCNN: Deep Learning on Point Sets …

Paper Group AWR 337

October 20, 2019

Sampled Policy Gradient for Learning to Play the Game Agar.io. Exploring object-centric and scene-centric CNN features and their complementarity for human rights violations recognition in images. Effective Subword Segmentation for Text Comprehension. Learning for Video Super-Resolution through HR Optical Flow Estimation. Bias and Generalization in …

Paper Group ANR 159

October 19, 2019

Generalized Scene Reconstruction. Taskonomy: Disentangling Task Transfer Learning. A Dynamic Model for Traffic Flow Prediction Using Improved DRN. SA-IGA: A Multiagent Reinforcement Learning Method Towards Socially Optimal Outcomes. Cardinality Leap for Open-Ended Evolution: Theoretical Consideration and Demonstration by “Hash Chemistry”. GAPLE: Ge …

Paper Group ANR 168

October 19, 2019

On Nonlinear Dimensionality Reduction, Linear Smoothing and Autoencoding. Brain Connectivity Impairments and Categorization Disabilities in Autism: A Theoretical Approach via Artificial Neural Networks. Autoencoder Based Architecture For Fast & Real Time Audio Style Transfer. Breaking the gridlock in Mixture-of-Experts: Consistent and Efficient Alg …

Paper Group ANR 190

October 19, 2019

Directed Exploration in PAC Model-Free Reinforcement Learning. Query2Vec: An Evaluation of NLP Techniques for Generalized Workload Analytics. Learning agent’s spatial configuration from sensorimotor invariants. Reinforcement learning for non-prehensile manipulation: Transfer from simulation to physical system. Penalized matrix decomposition for den …

Paper Group ANR 201

October 19, 2019

Using Machine Learning for Handover Optimization in Vehicular Fog Computing. Micro-Browsing Models for Search Snippets. Machine Learning of coarse-grained Molecular Dynamics Force Fields. Attention-Guided Answer Distillation for Machine Reading Comprehension. Similar Elements and Metric Labeling on Complete Graphs. Exact Recovery in the Hypergraph …

Paper Group ANR 212

October 19, 2019

Polynomially Coded Regression: Optimal Straggler Mitigation via Data Encoding. Multiple Manifolds Metric Learning with Application to Image Set Classification. Hartley Spectral Pooling for Deep Learning. Testing for Conditional Mean Independence with Covariates through Martingale Difference Divergence. A representer theorem for deep neural networks …

Paper Group ANR 219

October 19, 2019

A Description Logic Framework for Commonsense Conceptual Combination Integrating Typicality, Probabilities and Cognitive Heuristics. A Decomposition-Based Many-Objective Evolutionary Algorithm with Local Iterative Update. Analysis of adversarial attacks against CNN-based image forgery detectors. Sea surface temperature prediction and reconstruction …

Paper Group ANR 225

October 19, 2019

Fusion of Methods Based on Minutiae, Ridges and Pores for Robust Fingerprint Recognition. Supervised Convolutional Sparse Coding. Stochastic Activation Pruning for Robust Adversarial Defense. An Analysis of Attention Mechanisms: The Case of Word Sense Disambiguation in Neural Machine Translation. Adversarial Sparse-View CBCT Artifact Reduction. An …

Paper Group ANR 245

October 19, 2019

State Distribution-aware Sampling for Deep Q-learning. Deep learning for dehazing: Comparison and analysis. On Attention Models for Human Activity Recognition. The MeMAD Submission to the IWSLT 2018 Speech Translation Task. Learning and Querying Fast Generative Models for Reinforcement Learning. Investigating Linguistic Pattern Ordering in Hierarch …

Paper Group ANR 270

October 19, 2019

Partitioned Variational Inference: A unified framework encompassing federated and continual learning. BALSON: Bayesian Least Squares Optimization with Nonnegative L1-Norm Constraint. Global Search with Bernoulli Alternation Kernel for Task-oriented Grasping Informed by Simulation. The Barbados 2018 List of Open Issues in Continual Learning. Closed- …

Paper Group ANR 298

October 19, 2019

Properly-weighted graph Laplacian for semi-supervised learning. Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework. Guided Policy Exploration for Markov Decision Processes using an Uncertainty-Based Value-of-Information Criterion. Analysis of the Effect of Unexpected Outliers in the Classification of Spectroscopy Data. Hiera …

Paper Group ANR 340

October 19, 2019

Parametric Models for Mutual Kernel Matrix Completion. Automatic Derivation Of Formulas Using Reforcement Learning. Adaptive Denoising of Signals with Shift-Invariant Structure. Deep clustering of longitudinal data. From Random to Supervised: A Novel Dropout Mechanism Integrated with Global Information. SJTU-NLP at SemEval-2018 Task 9: Neural Hyper …

Paper Group ANR 345

October 19, 2019

An End-to-end Approach to Semantic Segmentation with 3D CNN and Posterior-CRF in Medical Images. Decoupled Learning for Factorial Marked Temporal Point Processes. Traversing the Continuous Spectrum of Image Retrieval with Deep Dynamic Models. Improving forecasting accuracy of time series data using a new ARIMA-ANN hybrid method and empirical mode d …

Paper Group ANR 408

October 19, 2019

Text to Image Synthesis Using Generative Adversarial Networks. L2-Nonexpansive Neural Networks. Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes. Treating Keywords as Outliers: A Keyphrase Extraction Approach. Gradient Descent Provably Optimizes Over-parameteri …

Paper Group ANR 416

October 18, 2019

Pieces of Eight: 8-bit Neural Machine Translation. In situ TensorView: In situ Visualization of Convolutional Neural Networks. Semi-Metrification of the Dynamic Time Warping Distance. Representation Learning by Reconstructing Neighborhoods. Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks. Deep Stereo Matching with Expl …

Paper Group ANR 427

October 18, 2019

Learning Abstract Options. Variational Inference for Data-Efficient Model Learning in POMDPs. Visual-Only Recognition of Normal, Whispered and Silent Speech. Diagnostic Accuracy of Content Based Dermatoscopic Image Retrieval with Deep Classification Features. Implicit Autoencoders. Fidelity-based Probabilistic Q-learning for Control of Quantum Syst …

Paper Group ANR 434

October 18, 2019

Neural Machine Translation with Key-Value Memory-Augmented Attention. AdaGrad stepsizes: Sharp convergence over nonconvex landscapes, from any initialization. The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation. Improving the Modularity of AUV Control Systems using Behaviour Trees. Non-native children speech recogn …

Paper Group ANR 457

October 18, 2019

Multimodal neural pronunciation modeling for spoken languages with logographic origin. Generating Mandarin and Cantonese F0 Contours with Decision Trees and BLSTMs. Generating lyrics with variational autoencoder and multi-modal artist embeddings. Deep Reinforcement Learning for Green Security Games with Real-Time Information. Parallel Transport Con …

Paper Group ANR 466

October 18, 2019

Average Size of Implicational Bases. Generating Synthetic but Plausible Healthcare Record Datasets. ClickBAIT-v2: Training an Object Detector in Real-Time. Bayesian Action Decoder for Deep Multi-Agent Reinforcement Learning. On Deep Neural Networks for Detecting Heart Disease. Brain-inspired photonic signal processor for periodic pattern generation …

Paper Group ANR 472

October 18, 2019

Bridgeout: stochastic bridge regularization for deep neural networks. Web Applicable Computer-aided Diagnosis of Glaucoma Using Deep Learning. Robust Adaptive Median Binary Pattern for noisy texture classification and retrieval. Double Deep Q-Learning for Optimal Execution. Memory Warps for Learning Long-Term Online Video Representations. Multi-Vie …

Paper Group ANR 478

October 18, 2019

The Mathematics of Changing one’s Mind, via Jeffrey’s or via Pearl’s update rule. Multi-Label Robust Factorization Autoencoder and its Application in Predicting Drug-Drug Interactions. SentRNA: Improving computational RNA design by incorporating a prior of human design strategies. Near Human-Level Performance in Grammatical Error Correction with Hy …

Paper Group ANR 486

October 18, 2019

Real-Time Stereo Vision on FPGAs with SceneScan. DSVO: Direct Stereo Visual Odometry. A Low Effort Approach to Structured CNN Design Using PCA. Uncertainty Modelling in Deep Networks: Forecasting Short and Noisy Series. Realizing Intelligence. Hierarchical Reinforcement Learning with Hindsight. Automated labeling of bugs and tickets using attention …